{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——基础饼图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti']  #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 饼图（甜甜圈图）- 增加白色块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#-*- coding: utf-8 -*-\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(8,9))  \n",
    "sizes = [150,250,300,60]\n",
    "labels = ['A','B','C','D'] \n",
    "colors = ['#8A977B','#F4D000','#FF7F00','#FF4040']\n",
    "patches,l_text,p_text = plt.pie(sizes,labels = labels,\n",
    "                      colors=colors,\n",
    "                      autopct = '%3.2f%%', \n",
    "                      startangle = 90,\n",
    "                      pctdistance = 0.8       \n",
    "                      ) \n",
    "\n",
    "centre_circle = plt.Circle((0,0),0.50,fc='white')\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "\n",
    "\n",
    "plt.legend(patches, labels,\n",
    "          loc=\"center left\",\n",
    "          bbox_to_anchor=(1, 0.2, 1, 1),\n",
    "          fontsize=20)\n",
    "\n",
    "\n",
    "for t in l_text:\n",
    "    t.set_size(30)\n",
    "for t in p_text:\n",
    "    t.set_size(17)\n",
    "\n",
    "\n",
    "plt.title(\"饼图（甜甜圈图）- 增加白色块\",fontsize = 20) \n",
    "\n",
    "plt.axis('equal')\n",
    "plt.savefig(\"C_04.png\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 饼图（甜甜圈图）修改颜色和改变标签位置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig, ax = plt.subplots(figsize=(6, 3), subplot_kw=dict(aspect=\"equal\"))\n",
    "\n",
    "plt.figure(figsize=(8,9))  \n",
    "sizes = [150,250,300,60]\n",
    "labels = ['A','B','C','D'] \n",
    "\n",
    "colors = ['#FE4365','#FC9D9A','#F9CDAD','#C8C8A9']\n",
    "\n",
    "wedges, texts = plt.pie(sizes,colors = colors, wedgeprops=dict(width=0.5), startangle=-40)\n",
    "\n",
    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
    "kw = dict(arrowprops=dict(arrowstyle=\"-\"),\n",
    "          bbox=bbox_props, zorder=0, va=\"center\")\n",
    "\n",
    "for i, p in enumerate(wedges):\n",
    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
    "    y = np.sin(np.deg2rad(ang))\n",
    "    x = np.cos(np.deg2rad(ang))\n",
    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
    "    connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
    "    plt.annotate(labels[i], xy=(x, y), xytext=(1.2*np.sign(x),y),\n",
    "                horizontalalignment=horizontalalignment,fontsize = 20,**kw)\n",
    "    \n",
    "plt.legend(wedges, labels,\n",
    "          loc=\"center left\",\n",
    "          bbox_to_anchor=(1, 0.2, 1, 1),\n",
    "          fontsize=20)\n",
    "\n",
    "plt.title(\"饼图（甜甜圈图）- 修改颜色和改变标签位置\",fontsize = 20) \n",
    "plt.savefig(\"C_05.png\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 嵌套饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.subplots(figsize=(8,9))\n",
    "\n",
    "size = 0.3  #内外圆心的比例\n",
    "vals = np.array([[60., 32.], [37., 40.], [29., 10.]]) \n",
    "\n",
    "labels1 = ['A','B','C']\n",
    "labels2 = ['AA','AB','BA','BB','CA','CB']\n",
    "\n",
    "cmap = plt.get_cmap(\"tab20b\")\n",
    "outer_colors = cmap(np.arange(3)*4)\n",
    "inner_colors = cmap([1, 2, 5, 6, 9, 10])\n",
    "\n",
    "wedges1, text1 = plt.pie(vals.sum(axis=1), radius=1, colors=outer_colors,\n",
    "       wedgeprops=dict(width=size, edgecolor='w'))\n",
    "\n",
    "wedges2, text2 = plt.pie(vals.flatten(), radius=1-size, colors=inner_colors,\n",
    "       wedgeprops=dict(width=size, edgecolor='w'))\n",
    "\n",
    "plt.legend(wedges2, labels2,\n",
    "          loc=\"center left\",\n",
    "          bbox_to_anchor=(1, 0.2, 1, 1),\n",
    "          fontsize=20)\n",
    "\n",
    "\n",
    "plt.title(\"嵌套饼图\",fontsize = 20)\n",
    "plt.savefig(\"C_06.png\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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